{"id":"W2367724278","doi":"","title":"Factors and Orientations in Integrating the Construction of Fine Teaching Resources","year":2014,"lang":"en","type":"article","venue":"Journal of Northeast Normal University","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Status quo; Realm; Computer science; Teaching method; Mathematics education; Knowledge management; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006268503,0.00003138615,0.00007299804,0.0001385662,0.0003226491,0.00001183902,0.00009169481,0.00002216969,0.00002949132],"category_scores_gemma":[0.0001652236,0.00002215106,0.00003885107,0.0001305527,0.0001984449,0.0001884888,0.00001119708,0.0001621631,9.217227e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001956402,"about_ca_system_score_gemma":0.00006284951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004128573,"about_ca_topic_score_gemma":0.009178934,"domain_scores_codex":[0.999402,0.0002726944,0.0001149863,0.00003210398,0.0001167186,0.00006146557],"domain_scores_gemma":[0.9994503,0.0001824161,0.0002078144,0.00003009988,0.00009363888,0.00003579176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001021718,0.0000148087,0.9479725,0.000001524401,0.000005101089,2.132983e-7,0.03232861,0.0000142682,0.000005332937,0.01141451,0.000004265259,0.00822862],"study_design_scores_gemma":[0.0001372807,0.00003205968,0.805038,0.00001472475,0.00001110861,0.000002708676,0.1763145,0.00001592283,0.000003411116,0.0001357621,0.0182705,0.00002405884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926372,0.00001006399,0.0002900387,0.0009108149,0.0001274455,0.00002271826,0.000001365811,0.00000196461,0.005998435],"genre_scores_gemma":[0.9995899,0.000009421451,0.0002967675,0.000007503178,0.00004080088,1.16552e-8,2.955778e-7,8.066391e-7,0.00005454356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1439859,"threshold_uncertainty_score":0.6241195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759958262833244,"score_gpt":0.2701286205738772,"score_spread":0.2525290379455448,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}